§  04 / Services

How we can
work together.

Most client work fits one of the areas below. If yours spans a few, that is normal. Send a short note on contact and we can shape something realistic around your timeline and team.

01

Backend & systems engineering

I design and build APIs, data models, and background work that stay reliable when traffic and scope grow.

GOOD FIT · Founders who need production-grade backend work, or teams that want a senior engineer embedded on a focused build.
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What this includes
  • Greenfield services or careful rewrites of code that has outgrown its first shape.
  • Postgres, MySQL, MongoDB, Redis, and queue-based jobs wired with clear ownership and error handling.
  • Integrations with billing, email, auth, and third-party APIs your product already depends on.
  • Logging, metrics, and runbooks so your team can operate the system without guessing.
02

AI tooling & integration

I treat LLM features as product engineering: retrieval, evals, cost control, and behavior you can explain to stakeholders.

GOOD FIT · Teams adding AI to an existing product who need it to work consistently in production, not only in demos.
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What this includes
  • RAG pipelines and chat experiences grounded in your own docs, APIs, or content.
  • Prompt and model routing through gateways (including OpenRouter) with fallbacks and limits.
  • Eval harnesses and test sets so quality does not depend on one manual chat session.
  • Instrumentation for latency, token use, and failure modes before you scale usage.
03

Full-stack product delivery

I ship coherent slices from database to UI: one person who can own the vertical and communicate tradeoffs clearly.

GOOD FIT · Startups and product teams that need a feature or module delivered end to end without coordinating five vendors.
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What this includes
  • React or Next.js front ends with typed APIs (Node, Django, or FastAPI depending on fit).
  • Auth, roles, and multi-tenant patterns where the business rules need to live in one place.
  • CI, Docker, and deployment paths that match how your team already ships.
  • Pragmatic test coverage on the paths that break most often in production.
04

Automation & data pipelines

I replace brittle scripts with workflows you can see, replay, and fix when something fails at night.

GOOD FIT · Marketing, ops, or data teams tired of unmaintained glue code and unclear failure points.
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What this includes
  • n8n, cron, and queue-driven pipelines for content, ops, and internal tooling (see the n8n Automation project).
  • Idempotent steps, retries, and alerts when a node fails or data drifts.
  • Sheets, webhooks, OpenAI, CMS, and email tools connected with documented handoffs.
  • Central error handling so one broken job does not silently poison downstream systems.
05

Web scraping & platform work

I build and extend scraping infrastructure: proxies, parsers, monitoring, and the unglamorous middleware around them.

GOOD FIT · Data products, growth teams, and platforms where reliable extraction is core to the business.
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What this includes
  • Proxy rotation, geo targeting, and health checks (aligned with work like ScrapeOps and XProxy Tester).
  • Structured parsers and Scrapy job monitoring with alerts your team can act on.
  • Go or Node services for high-throughput paths; Django or Express where product APIs fit better.
  • Docs and operational playbooks so scraping is a managed system, not a folder of scripts.
06

Technical advisory

Short, direct engagements when you need an experienced second opinion before committing to a build or hire.

GOOD FIT · Founders and leads who want clarity on feasibility, cost, and risk before a larger project starts.
Enquire
What this includes
  • Architecture reviews and written recommendations you can share with investors or your team.
  • Due diligence on codebases, infra choices, or vendor integrations.
  • Scoped prototype spikes to de-risk one decision, not open-ended research.
  • A single readout call to walk through findings and sensible next steps.
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properly?

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